CL=F_F Report

Dataset statistics

Number of variables	19
Number of observations	2414
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	360.7 KiB
Average record size in memory	153.0 B

Variable types

DateTime	1
TimeSeries	15
Boolean	1
Numeric	2

Timeseries statistics

Number of series	15
Time series length	2414
Starting point	2010-01-26 00:00:00
Ending point	2019-08-29 00:00:00
Period	1 day, 10 hours and 49 minutes

Alerts

`repaired?` has constant value "False"	Constant
`AD` is highly overall correlated with `OBV`	High correlation
`ATR` is highly overall correlated with `TRANGE`	High correlation
`CMO` is highly overall correlated with `MFI` and 2 other fields	High correlation
`EMA` is highly overall correlated with `KAMA` and 6 other fields	High correlation
`KAMA` is highly overall correlated with `EMA` and 6 other fields	High correlation
`MA` is highly overall correlated with `EMA` and 6 other fields	High correlation
`MFI` is highly overall correlated with `CMO` and 2 other fields	High correlation
`MidPrice` is highly overall correlated with `EMA` and 6 other fields	High correlation
`NATR` is highly overall correlated with `EMA` and 7 other fields	High correlation
`OBV` is highly overall correlated with `AD` and 1 other fields	High correlation
`ROC` is highly overall correlated with `CMO` and 2 other fields	High correlation
`TRANGE` is highly overall correlated with `ATR`	High correlation
`TSF` is highly overall correlated with `EMA` and 6 other fields	High correlation
`WILLR` is highly overall correlated with `CMO` and 2 other fields	High correlation
`WMA` is highly overall correlated with `EMA` and 6 other fields	High correlation
`close` is highly overall correlated with `EMA` and 6 other fields	High correlation
`close` is non stationary	Non stationary
`MA` is non stationary	Non stationary
`EMA` is non stationary	Non stationary
`KAMA` is non stationary	Non stationary
`WMA` is non stationary	Non stationary
`MidPrice` is non stationary	Non stationary
`AD` is non stationary	Non stationary
`OBV` is non stationary	Non stationary
`NATR` is non stationary	Non stationary
`TSF` is non stationary	Non stationary
`close` is seasonal	Seasonal
`MA` is seasonal	Seasonal
`EMA` is seasonal	Seasonal
`KAMA` is seasonal	Seasonal
`WMA` is seasonal	Seasonal
`MidPrice` is seasonal	Seasonal
`AD` is seasonal	Seasonal
`OBV` is seasonal	Seasonal
`NATR` is seasonal	Seasonal
`Date` has unique values	Unique
`EMA` has unique values	Unique
`KAMA` has unique values	Unique
`WMA` has unique values	Unique
`MFI` has unique values	Unique
`ROC` has unique values	Unique
`NATR` has unique values	Unique
`ATR` has unique values	Unique
`TSF` has unique values	Unique

Reproduction

Analysis started	2026-02-05 23:21:32.315123
Analysis finished	2026-02-05 23:22:00.288162
Duration	27.97 seconds
Software version	ydata-profiling vv4.18.1
Download configuration	config.json

Date
Date

Unique

Distinct	2414
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	37.7 KiB

Minimum	2010-01-26 00:00:00
Maximum	2019-08-29 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

close
Numeric time series

High correlation Non stationary Seasonal

Distinct	2045
Distinct (%)	84.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	73.016955
Minimum	26.209999
Maximum	113.93
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	26.209999
5-th percentile	42.085999
Q1	51.915
median	73.454998
Q3	93.959999
95-th percentile	104.7315
Maximum	113.93
Range	87.720001
Interquartile range (IQR)	42.044999

Descriptive statistics

Standard deviation	22.137779
Coefficient of variation (CV)	0.30318683
Kurtosis	-1.3943801
Mean	73.016955
Median Absolute Deviation (MAD)	21.045
Skewness	-0.022064051
Sum	176262.93
Variance	490.08125
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.6143393522

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 10 minutes
std	8 hours, 16 minutes and 22.04 seconds

Value	Count	Frequency (%)
44.65999985	6	0.2%
53.90000153	4	0.2%
93.95999908	4	0.2%
52.13999939	3	0.1%
81.25	3	0.1%
45.88000107	3	0.1%
55.25999832	3	0.1%
97.01000214	3	0.1%
103.3099976	3	0.1%
47.63999939	3	0.1%
Other values (2035)	2379	98.6%

Value	Count	Frequency (%)
26.20999908	1	< 0.1%
26.54999924	1	< 0.1%
27.45000076	1	< 0.1%
27.94000053	1	< 0.1%
28.45999908	1	< 0.1%
29.04000092	1	< 0.1%
29.42000008	1	< 0.1%
29.44000053	1	< 0.1%
29.53000069	1	< 0.1%
29.63999939	1	< 0.1%

Value	Count	Frequency (%)
113.9300003	1	< 0.1%
113.5199966	1	< 0.1%
112.8600006	1	< 0.1%
112.7900009	1	< 0.1%
112.7600021	1	< 0.1%
112.2900009	1	< 0.1%
112.2799988	1	< 0.1%
112.2099991	1	< 0.1%
111.4499969	1	< 0.1%
111.0500031	1	< 0.1%

ACF and PACF

repaired?
Boolean

Constant

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	21.2 KiB

False	2414

Value	Count	Frequency (%)
False	2414	100.0%

MA
Numeric time series

High correlation Non stationary Seasonal

Distinct	2392
Distinct (%)	99.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	73.056978
Minimum	29.173
Maximum	112.159
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	29.173
5-th percentile	42.08495
Q1	51.822501
median	73.617
Q3	94.245499
95-th percentile	104.74255
Maximum	112.159
Range	82.985999
Interquartile range (IQR)	42.422998

Descriptive statistics

Standard deviation	22.060947
Coefficient of variation (CV)	0.30196907
Kurtosis	-1.4066446
Mean	73.056978
Median Absolute Deviation (MAD)	21.19
Skewness	-0.030066467
Sum	176359.54
Variance	486.6854
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.4656140021

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 10 minutes
std	8 hours, 16 minutes and 22.04 seconds

Value	Count	Frequency (%)
99.95899887	2	0.1%
53.03800011	2	0.1%
47.59700012	2	0.1%
46.65999985	2	0.1%
99.21600037	2	0.1%
74.74399948	2	0.1%
96.2730011	2	0.1%
88.81600037	2	0.1%
58.45100021	2	0.1%
49.04799995	2	0.1%
Other values (2382)	2394	99.2%

Value	Count	Frequency (%)
29.17300014	1	< 0.1%
29.23200016	1	< 0.1%
29.38100014	1	< 0.1%
29.45000019	1	< 0.1%
29.4539999	1	< 0.1%
29.53199997	1	< 0.1%
29.71199989	1	< 0.1%
29.87100029	1	< 0.1%
30.00199986	1	< 0.1%
30.00599995	1	< 0.1%

Value	Count	Frequency (%)
112.1589996	1	< 0.1%
112.05	1	< 0.1%
111.657	1	< 0.1%
111.2710007	1	< 0.1%
110.9940002	1	< 0.1%
110.6890007	1	< 0.1%
110.1140007	1	< 0.1%
109.4830002	1	< 0.1%
109.4630005	1	< 0.1%
109.2850006	1	< 0.1%

ACF and PACF

EMA
Numeric time series

High correlation Non stationary Seasonal Unique

Distinct	2414
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	73.059109
Minimum	29.287779
Maximum	111.98617
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	29.287779
5-th percentile	42.329896
Q1	51.792551
median	73.679826
Q3	94.328382
95-th percentile	104.58693
Maximum	111.98617
Range	82.698395
Interquartile range (IQR)	42.535831

Descriptive statistics

Standard deviation	22.028024
Coefficient of variation (CV)	0.30150962
Kurtosis	-1.4132704
Mean	73.059109
Median Absolute Deviation (MAD)	21.116405
Skewness	-0.031550193
Sum	176364.69
Variance	485.23385
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.5796125666

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 10 minutes
std	8 hours, 16 minutes and 22.04 seconds

Value	Count	Frequency (%)
77.38547381	1	< 0.1%
76.70993279	1	< 0.1%
76.15176308	1	< 0.1%
75.55871514	1	< 0.1%
75.35349426	1	< 0.1%
75.69467773	1	< 0.1%
75.9283733	1	< 0.1%
75.42139622	1	< 0.1%
74.6520519	1	< 0.1%
74.14986053	1	< 0.1%
Other values (2404)	2404	99.6%

Value	Count	Frequency (%)
29.28777866	1	< 0.1%
29.32124923	1	< 0.1%
29.34284038	1	< 0.1%
29.53727342	1	< 0.1%
29.73933175	1	< 0.1%
29.76140561	1	< 0.1%
30.01263815	1	< 0.1%
30.0558168	1	< 0.1%
30.38566845	1	< 0.1%
30.42297008	1	< 0.1%

Value	Count	Frequency (%)
111.9861738	1	< 0.1%
111.8159609	1	< 0.1%
111.6453243	1	< 0.1%
111.347604	1	< 0.1%
111.1376185	1	< 0.1%
110.7548669	1	< 0.1%
110.3092813	1	< 0.1%
109.8868996	1	< 0.1%
109.3550998	1	< 0.1%
109.2480402	1	< 0.1%

ACF and PACF

KAMA
Numeric time series

High correlation Non stationary Seasonal Unique

Distinct	2414
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	72.835755
Minimum	28.98641
Maximum	110.50473
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	28.98641
5-th percentile	41.890567
Q1	51.578496
median	73.312336
Q3	94.670893
95-th percentile	105.10334
Maximum	110.50473
Range	81.51832
Interquartile range (IQR)	43.092396

Descriptive statistics

Standard deviation	22.155904
Coefficient of variation (CV)	0.30418994
Kurtosis	-1.398257
Mean	72.835755
Median Absolute Deviation (MAD)	21.465313
Skewness	-0.023545884
Sum	175825.51
Variance	490.88408
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.5688099271

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 10 minutes
std	8 hours, 16 minutes and 22.04 seconds

Value	Count	Frequency (%)
75.94990541	1	< 0.1%
75.44845809	1	< 0.1%
75.08895703	1	< 0.1%
74.63031267	1	< 0.1%
74.61497339	1	< 0.1%
74.67781188	1	< 0.1%
74.70098678	1	< 0.1%
74.63850411	1	< 0.1%
74.48017585	1	< 0.1%
74.36001062	1	< 0.1%
Other values (2404)	2404	99.6%

Value	Count	Frequency (%)
28.98640987	1	< 0.1%
29.00989293	1	< 0.1%
29.0108337	1	< 0.1%
29.02691539	1	< 0.1%
29.06309276	1	< 0.1%
29.07954813	1	< 0.1%
29.09978766	1	< 0.1%
29.11392243	1	< 0.1%
29.14862732	1	< 0.1%
29.18184984	1	< 0.1%

Value	Count	Frequency (%)
110.5047302	1	< 0.1%
110.4845682	1	< 0.1%
110.4488986	1	< 0.1%
110.1477819	1	< 0.1%
109.5040199	1	< 0.1%
108.939151	1	< 0.1%
108.2194244	1	< 0.1%
108.1182478	1	< 0.1%
108.0901468	1	< 0.1%
108.0245786	1	< 0.1%

ACF and PACF

WMA
Numeric time series

High correlation Non stationary Seasonal Unique

Distinct	2414
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	73.042879
Minimum	28.844364
Maximum	112.62473
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	28.844364
5-th percentile	42.106109
Q1	51.820182
median	73.533636
Q3	94.199409
95-th percentile	104.78594
Maximum	112.62473
Range	83.780363
Interquartile range (IQR)	42.379227

Descriptive statistics

Standard deviation	22.075839
Coefficient of variation (CV)	0.30223123
Kurtosis	-1.4051235
Mean	73.042879
Median Absolute Deviation (MAD)	21.167909
Skewness	-0.027874269
Sum	176325.51
Variance	487.34266
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.5520911707

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 10 minutes
std	8 hours, 16 minutes and 22.04 seconds

Value	Count	Frequency (%)
76.44363695	1	< 0.1%
75.74618197	1	< 0.1%
75.17272727	1	< 0.1%
74.5721817	1	< 0.1%
74.36981812	1	< 0.1%
74.74145508	1	< 0.1%
75.10018283	1	< 0.1%
74.77236439	1	< 0.1%
74.14345564	1	< 0.1%
73.70272813	1	< 0.1%
Other values (2404)	2404	99.6%

Value	Count	Frequency (%)
28.84436382	1	< 0.1%
28.96654545	1	< 0.1%
29.06363654	1	< 0.1%
29.09199985	1	< 0.1%
29.28872753	1	< 0.1%
29.33581831	1	< 0.1%
29.50999995	1	< 0.1%
29.74745438	1	< 0.1%
29.75527274	1	< 0.1%
29.83690879	1	< 0.1%

Value	Count	Frequency (%)
112.6247269	1	< 0.1%
112.5143638	1	< 0.1%
112.2158185	1	< 0.1%
112.0034543	1	< 0.1%
111.6265459	1	< 0.1%
111.1272731	1	< 0.1%
110.5278183	1	< 0.1%
109.9867276	1	< 0.1%
109.756364	1	< 0.1%
109.4421825	1	< 0.1%

ACF and PACF

MidPrice
Numeric time series

High correlation Non stationary Seasonal

Distinct	1493
Distinct (%)	61.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	72.951686
Minimum	29.049999
Maximum	111.395
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	29.049999
5-th percentile	42.15475
Q1	51.869999
median	73.43
Q3	94.233747
95-th percentile	104.73
Maximum	111.395
Range	82.345001
Interquartile range (IQR)	42.363749

Descriptive statistics

Standard deviation	21.996859
Coefficient of variation (CV)	0.3015264
Kurtosis	-1.4053274
Mean	72.951686
Median Absolute Deviation (MAD)	21.189999
Skewness	-0.027906684
Sum	176105.37
Variance	483.86182
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.5198540415

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 10 minutes
std	8 hours, 16 minutes and 22.04 seconds

Value	Count	Frequency (%)
88.97499847	9	0.4%
59.32500076	9	0.4%
48.18500137	8	0.3%
73.77000046	8	0.3%
86.63500214	7	0.3%
48.91000175	7	0.3%
94.61999893	7	0.3%
52.78000069	7	0.3%
69.13000107	7	0.3%
41.22500038	7	0.3%
Other values (1483)	2338	96.9%

Value	Count	Frequency (%)
29.04999924	1	< 0.1%
29.25	1	< 0.1%
29.46500111	1	< 0.1%
29.51500034	1	< 0.1%
29.69500065	1	< 0.1%
29.78999901	3	0.1%
29.82499886	3	0.1%
30.11499977	1	< 0.1%
30.22500038	1	< 0.1%
30.26500034	2	0.1%

Value	Count	Frequency (%)
111.3950005	1	< 0.1%
110.1650009	2	0.1%
109.8400002	1	< 0.1%
109.7350006	1	< 0.1%
109.3950005	3	0.1%
109.3849983	6	0.2%
108.7900009	1	< 0.1%
108.4500008	1	< 0.1%
108.2249985	4	0.2%
108.079998	1	< 0.1%

ACF and PACF

BOP
Real number (ℝ)

Distinct	2387
Distinct (%)	98.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.013540679

Minimum	-0.96503551
Maximum	0.9638981
Zeros	6
Zeros (%)	0.2%
Negative	1171
Negative (%)	48.5%
Memory size	37.7 KiB

Quantile statistics

Minimum	-0.96503551
5-th percentile	-0.78775329
Q1	-0.44326155
median	0.024899381
Q3	0.47277021
95-th percentile	0.78439264
Maximum	0.9638981
Range	1.9289336
Interquartile range (IQR)	0.91603175

Descriptive statistics

Standard deviation	0.51463507
Coefficient of variation (CV)	38.006592
Kurtosis	-1.2437821
Mean	0.013540679
Median Absolute Deviation (MAD)	0.45795709
Skewness	-0.042244469
Sum	32.6872
Variance	0.26484925
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6	0.2%
0.3333333333	3	0.1%
-0.1415926515	2	0.1%
-0.03030373089	2	0.1%
-0.1978025663	2	0.1%
-0.1093746275	2	0.1%
-0.4533335368	2	0.1%
0.2910442875	2	0.1%
0.25	2	0.1%
-0.06711828651	2	0.1%
Other values (2377)	2389	99.0%

Value	Count	Frequency (%)
-0.965035506	1	< 0.1%
-0.9447852186	1	< 0.1%
-0.933926688	1	< 0.1%
-0.9313727935	1	< 0.1%
-0.930296299	1	< 0.1%
-0.9245266179	1	< 0.1%
-0.9101809128	1	< 0.1%
-0.9086050284	1	< 0.1%
-0.9078599415	1	< 0.1%
-0.9071198947	1	< 0.1%

Value	Count	Frequency (%)
0.9638980966	1	< 0.1%
0.941476805	1	< 0.1%
0.9338243819	1	< 0.1%
0.9311919702	1	< 0.1%
0.9307218741	1	< 0.1%
0.9305148347	1	< 0.1%
0.9289946572	1	< 0.1%
0.9235136724	1	< 0.1%
0.9211804146	1	< 0.1%
0.9210556696	1	< 0.1%

CMO
Numeric time series

High correlation

Distinct	2411
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.42365991
Minimum	-84.250049
Maximum	70.748687
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	-84.250049
5-th percentile	-51.04864
Q1	-20.803569
median	3.1581614
Q3	22.645774
95-th percentile	44.851702
Maximum	70.748687
Range	154.99874
Interquartile range (IQR)	43.449343

Descriptive statistics

Standard deviation	29.493393
Coefficient of variation (CV)	69.615728
Kurtosis	-0.62318249
Mean	0.42365991
Median Absolute Deviation (MAD)	21.366279
Skewness	-0.25533767
Sum	1022.715
Variance	869.86022
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	3.810770981 × 10^-19

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 10 minutes
std	8 hours, 16 minutes and 22.04 seconds

Value	Count	Frequency (%)
32.41196288	2	0.1%
26.86088365	2	0.1%
-70.16435312	2	0.1%
44.77604977	1	< 0.1%
53.12720454	1	< 0.1%
35.58289242	1	< 0.1%
5.667427431	1	< 0.1%
2.464225485	1	< 0.1%
-4.161795543	1	< 0.1%
-11.94852394	1	< 0.1%
Other values (2401)	2401	99.5%

Value	Count	Frequency (%)
-84.25004943	1	< 0.1%
-75.36692553	1	< 0.1%
-75.29555316	1	< 0.1%
-74.07847897	1	< 0.1%
-73.83014679	1	< 0.1%
-72.83843309	1	< 0.1%
-72.17022955	1	< 0.1%
-71.01329081	1	< 0.1%
-70.16435312	2	0.1%
-70.01454527	1	< 0.1%

Value	Count	Frequency (%)
70.74868672	1	< 0.1%
66.85435534	1	< 0.1%
66.40525212	1	< 0.1%
66.33634421	1	< 0.1%
66.25726387	1	< 0.1%
64.28674923	1	< 0.1%
62.89240912	1	< 0.1%
61.90329801	1	< 0.1%
61.75269962	1	< 0.1%
61.3821242	1	< 0.1%

ACF and PACF

MFI
Numeric time series

High correlation Unique

Distinct	2414
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	49.459393
Minimum	6.4260667
Maximum	92.781019
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	6.4260667
5-th percentile	22.408461
Q1	37.81777
median	49.945803
Q3	61.174053
95-th percentile	75.58852
Maximum	92.781019
Range	86.354952
Interquartile range (IQR)	23.356283

Descriptive statistics

Standard deviation	16.111035
Coefficient of variation (CV)	0.32574267
Kurtosis	-0.49563704
Mean	49.459393
Median Absolute Deviation (MAD)	11.801791
Skewness	-0.061588832
Sum	119394.97
Variance	259.56544
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	2.325290359 × 10^-13

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 10 minutes
std	8 hours, 16 minutes and 22.04 seconds

Value	Count	Frequency (%)
23.05024392	1	< 0.1%
13.90603055	1	< 0.1%
7.563778649	1	< 0.1%
7.588522931	1	< 0.1%
6.426066667	1	< 0.1%
15.13966348	1	< 0.1%
24.70543338	1	< 0.1%
23.45457478	1	< 0.1%
21.71112256	1	< 0.1%
27.77055201	1	< 0.1%
Other values (2404)	2404	99.6%

Value	Count	Frequency (%)
6.426066667	1	< 0.1%
7.177683521	1	< 0.1%
7.324430095	1	< 0.1%
7.533106531	1	< 0.1%
7.563778649	1	< 0.1%
7.588522931	1	< 0.1%
8.487216182	1	< 0.1%
9.683595271	1	< 0.1%
9.843022197	1	< 0.1%
10.05282519	1	< 0.1%

Value	Count	Frequency (%)
92.78101906	1	< 0.1%
92.26959564	1	< 0.1%
91.9063252	1	< 0.1%
90.95177049	1	< 0.1%
90.71784276	1	< 0.1%
90.29249438	1	< 0.1%
88.87631657	1	< 0.1%
86.41477383	1	< 0.1%
86.3557903	1	< 0.1%
85.98526463	1	< 0.1%

ACF and PACF

ROC
Numeric time series

High correlation Unique

Distinct	2414
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.056540132
Minimum	-26.188495
Maximum	25.066768
Zeros	1
Zeros (%)	< 0.1%
Memory size	37.7 KiB

Quantile statistics

Minimum	-26.188495
5-th percentile	-10.61371
Q1	-3.6705227
median	0.39853821
Q3	3.8042549
95-th percentile	9.9179934
Maximum	25.066768
Range	51.255263
Interquartile range (IQR)	7.4747776

Descriptive statistics

Standard deviation	6.294646
Coefficient of variation (CV)	111.33058
Kurtosis	0.82038122
Mean	0.056540132
Median Absolute Deviation (MAD)	3.7108012
Skewness	-0.066790932
Sum	136.48788
Variance	39.622568
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	2.211156324 × 10^-11

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 10 minutes
std	8 hours, 16 minutes and 22.04 seconds

Value	Count	Frequency (%)
-9.4643697	1	< 0.1%
-8.812975202	1	< 0.1%
-7.545514151	1	< 0.1%
-8.18742921	1	< 0.1%
-4.576922686	1	< 0.1%
-2.265240904	1	< 0.1%
-0.8245289449	1	< 0.1%
-3.864356428	1	< 0.1%
-4.494229183	1	< 0.1%
-4.47781378	1	< 0.1%
Other values (2404)	2404	99.6%

Value	Count	Frequency (%)
-26.18849503	1	< 0.1%
-22.57888905	1	< 0.1%
-21.10175159	1	< 0.1%
-20.57235597	1	< 0.1%
-20.37352549	1	< 0.1%
-19.51412622	1	< 0.1%
-19.0091265	1	< 0.1%
-18.97101471	1	< 0.1%
-18.69126367	1	< 0.1%
-18.6456795	1	< 0.1%

Value	Count	Frequency (%)
25.06676812	1	< 0.1%
23.11310161	1	< 0.1%
22.32019278	1	< 0.1%
21.5819198	1	< 0.1%
21.24051675	1	< 0.1%
21.18758066	1	< 0.1%
20.9124565	1	< 0.1%
20.47358388	1	< 0.1%
20.39390749	1	< 0.1%
20.1359744	1	< 0.1%

ACF and PACF

WILLR
Numeric time series

High correlation

Distinct	2410
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-47.47001
Minimum	-99.175504
Maximum	-0.59403532
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	-99.175504
5-th percentile	-94.778858
Q1	-77.910557
median	-44.552131
Q3	-18.101868
95-th percentile	-4.1294975
Maximum	-0.59403532
Range	98.581469
Interquartile range (IQR)	59.80869

Descriptive statistics

Standard deviation	31.233563
Coefficient of variation (CV)	-0.65796412
Kurtosis	-1.4125784
Mean	-47.47001
Median Absolute Deviation (MAD)	29.323326
Skewness	-0.11906614
Sum	-114592.6
Variance	975.53547
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	2.208488599 × 10^-16

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 10 minutes
std	8 hours, 16 minutes and 22.04 seconds

Value	Count	Frequency (%)
-12.398391	2	0.1%
-56.13609796	2	0.1%
-91.4191309	2	0.1%
-52.15233524	2	0.1%
-60.88994188	1	< 0.1%
-69.23071826	1	< 0.1%
-81.12239734	1	< 0.1%
-83.37130652	1	< 0.1%
-94.79167839	1	< 0.1%
-63.18494761	1	< 0.1%
Other values (2400)	2400	99.4%

Value	Count	Frequency (%)
-99.17550398	1	< 0.1%
-98.93115965	1	< 0.1%
-98.89764234	1	< 0.1%
-98.88357684	1	< 0.1%
-98.82352765	1	< 0.1%
-98.68996797	1	< 0.1%
-98.60542914	1	< 0.1%
-98.54864321	1	< 0.1%
-98.4109032	1	< 0.1%
-98.31652398	1	< 0.1%

Value	Count	Frequency (%)
-0.5940353233	1	< 0.1%
-0.7849175109	1	< 0.1%
-0.9545850582	1	< 0.1%
-1.000764575	1	< 0.1%
-1.036763469	1	< 0.1%
-1.122634262	1	< 0.1%
-1.13631766	1	< 0.1%
-1.141253213	1	< 0.1%
-1.217812521	1	< 0.1%
-1.230431547	1	< 0.1%

ACF and PACF

AD
Numeric time series

High correlation Non stationary Seasonal

Distinct	2409
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	20989646
Minimum	-378745.32
Maximum	42024321
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	-378745.32
5-th percentile	3899080.2
Q1	15616080
median	20144435
Q3	24986685
95-th percentile	40233505
Maximum	42024321
Range	42403067
Interquartile range (IQR)	9370605.2

Descriptive statistics

Standard deviation	9912107.8
Coefficient of variation (CV)	0.47223796
Kurtosis	-0.26099011
Mean	20989646
Median Absolute Deviation (MAD)	4761609.5
Skewness	0.26150859
Sum	5.0669006 × 10¹⁰
Variance	9.8249881 × 10¹³
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.7116626164

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 10 minutes
std	8 hours, 16 minutes and 22.04 seconds

Value	Count	Frequency (%)
15436225.06	2	0.1%
18014490.07	2	0.1%
36834620.76	2	0.1%
16976306.49	2	0.1%
24457105.29	2	0.1%
17129372.07	1	< 0.1%
17370862.96	1	< 0.1%
17378193.24	1	< 0.1%
17035905.63	1	< 0.1%
17205434.43	1	< 0.1%
Other values (2399)	2399	99.4%

Value	Count	Frequency (%)
-378745.3219	1	< 0.1%
-246463.7503	1	< 0.1%
-236423.5388	1	< 0.1%
-192492.5484	1	< 0.1%
-39361.1346	1	< 0.1%
13719.76753	1	< 0.1%
40006.57868	1	< 0.1%
61869.91074	1	< 0.1%
98396.92557	1	< 0.1%
128646.1962	1	< 0.1%

Value	Count	Frequency (%)
42024321.34	1	< 0.1%
41914665.05	1	< 0.1%
41863243.4	1	< 0.1%
41770772.84	1	< 0.1%
41722133.34	1	< 0.1%
41703599.7	1	< 0.1%
41700615.36	1	< 0.1%
41681480.67	1	< 0.1%
41673975.35	1	< 0.1%
41647456.67	1	< 0.1%

ACF and PACF

OBV
Numeric time series

High correlation Non stationary Seasonal

Distinct	2409
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3566770.1
Minimum	-18013429
Maximum	38169761
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	-18013429
5-th percentile	-11346912
Q1	-3273442
median	394674.5
Q3	3555471.5
95-th percentile	31867942
Maximum	38169761
Range	56183190
Interquartile range (IQR)	6828913.5

Descriptive statistics

Standard deviation	12551493
Coefficient of variation (CV)	3.5190082
Kurtosis	0.63125877
Mean	3566770.1
Median Absolute Deviation (MAD)	3485607
Skewness	1.2261177
Sum	8.610183 × 10⁹
Variance	1.5753998 × 10¹⁴
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.9929334006

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 10 minutes
std	8 hours, 16 minutes and 22.04 seconds

Value	Count	Frequency (%)
-1850623	2	0.1%
-2996854	2	0.1%
23440124	2	0.1%
28707980	2	0.1%
8216154	2	0.1%
-10516374	1	< 0.1%
-9866928	1	< 0.1%
-11020987	1	< 0.1%
-10268813	1	< 0.1%
-10838752	1	< 0.1%
Other values (2399)	2399	99.4%

Value	Count	Frequency (%)
-18013429	1	< 0.1%
-17990228	1	< 0.1%
-17411589	1	< 0.1%
-17338272	1	< 0.1%
-17289294	1	< 0.1%
-17217464	1	< 0.1%
-17186092	1	< 0.1%
-16950782	1	< 0.1%
-16919432	1	< 0.1%
-16768278	1	< 0.1%

Value	Count	Frequency (%)
38169761	1	< 0.1%
38040890	1	< 0.1%
37893952	1	< 0.1%
37864776	1	< 0.1%
37451468	1	< 0.1%
37426889	1	< 0.1%
37386275	1	< 0.1%
37205518	1	< 0.1%
37160741	1	< 0.1%
37154142	1	< 0.1%

ACF and PACF

NATR
Numeric time series

High correlation Non stationary Seasonal Unique

Distinct	2414
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.944499
Minimum	1.1250616
Maximum	8.4675329
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	1.1250616
5-th percentile	1.5567006
Q1	2.1657769
median	2.6887063
Q3	3.5171266
95-th percentile	5.181549
Maximum	8.4675329
Range	7.3424713
Interquartile range (IQR)	1.3513497

Descriptive statistics

Standard deviation	1.1327412
Coefficient of variation (CV)	0.38469743
Kurtosis	2.1427654
Mean	2.944499
Median Absolute Deviation (MAD)	0.61364374
Skewness	1.272846
Sum	7108.0206
Variance	1.2831026
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.007167539239

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 10 minutes
std	8 hours, 16 minutes and 22.04 seconds

Value	Count	Frequency (%)
2.604832713	1	< 0.1%
2.689494847	1	< 0.1%
2.649720478	1	< 0.1%
2.719979567	1	< 0.1%
2.713355795	1	< 0.1%
2.706587032	1	< 0.1%
2.662460319	1	< 0.1%
3.065970039	1	< 0.1%
3.370443017	1	< 0.1%
3.260183523	1	< 0.1%
Other values (2404)	2404	99.6%

Value	Count	Frequency (%)
1.125061585	1	< 0.1%
1.140112724	1	< 0.1%
1.154021681	1	< 0.1%
1.165006908	1	< 0.1%
1.167947403	1	< 0.1%
1.171377955	1	< 0.1%
1.172173148	1	< 0.1%
1.174334237	1	< 0.1%
1.174652408	1	< 0.1%
1.175609368	1	< 0.1%

Value	Count	Frequency (%)
8.467532873	1	< 0.1%
8.306224719	1	< 0.1%
8.243164574	1	< 0.1%
8.073637051	1	< 0.1%
7.837107901	1	< 0.1%
7.743825354	1	< 0.1%
7.704002807	1	< 0.1%
7.610426146	1	< 0.1%
7.609625952	1	< 0.1%
7.561942881	1	< 0.1%

ACF and PACF

ATR
Numeric time series

High correlation Unique

Distinct	2414
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.9914863
Minimum	0.95446523
Maximum	4.1461225
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	0.95446523
5-th percentile	1.1880049
Q1	1.5718712
median	1.9288409
Q3	2.2865384
95-th percentile	3.1428547
Maximum	4.1461225
Range	3.1916573
Interquartile range (IQR)	0.7146672

Descriptive statistics

Standard deviation	0.57797884
Coefficient of variation (CV)	0.29022486
Kurtosis	0.54855856
Mean	1.9914863
Median Absolute Deviation (MAD)	0.35731978
Skewness	0.82667881
Sum	4807.448
Variance	0.33405955
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.01283002797

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 10 minutes
std	8 hours, 16 minutes and 22.04 seconds

Value	Count	Frequency (%)
1.946070496	1	< 0.1%
1.981350804	1	< 0.1%
1.951254144	1	< 0.1%
1.98259309	1	< 0.1%
2.019550726	1	< 0.1%
2.090297256	1	< 0.1%
2.049562043	1	< 0.1%
2.242450468	1	< 0.1%
2.399418466	1	< 0.1%
2.343745915	1	< 0.1%
Other values (2404)	2404	99.6%

Value	Count	Frequency (%)
0.9544652289	1	< 0.1%
0.9571639132	1	< 0.1%
0.9794240105	1	< 0.1%
0.9815608908	1	< 0.1%
0.9816873373	1	< 0.1%
0.9897684228	1	< 0.1%
1.003988757	1	< 0.1%
1.009509522	1	< 0.1%
1.011289141	1	< 0.1%
1.014784702	1	< 0.1%

Value	Count	Frequency (%)
4.14612248	1	< 0.1%
4.107828061	1	< 0.1%
4.06197822	1	< 0.1%
4.01155478	1	< 0.1%
3.935421881	1	< 0.1%
3.924300933	1	< 0.1%
3.847022007	1	< 0.1%
3.842177264	1	< 0.1%
3.840495346	1	< 0.1%
3.837154896	1	< 0.1%

ACF and PACF

TRANGE
Real number (ℝ)

High correlation

Distinct	766
Distinct (%)	31.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.9913132

Minimum	0.47999954
Maximum	11.129997
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	0.47999954
5-th percentile	0.88000107
Q1	1.3300018
median	1.7799988
Q3	2.420001
95-th percentile	3.7035027
Maximum	11.129997
Range	10.649998
Interquartile range (IQR)	1.0899992

Descriptive statistics

Standard deviation	0.97637288
Coefficient of variation (CV)	0.49031609
Kurtosis	8.0992055
Mean	1.9913132
Median Absolute Deviation (MAD)	0.51999664
Skewness	2.0083235
Sum	4807.03
Variance	0.953304
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.5	18	0.7%
1.61000061	17	0.7%
1.75	17	0.7%
1.930000305	14	0.6%
1.529998779	14	0.6%
1.63999939	14	0.6%
1	14	0.6%
1.459999084	13	0.5%
1.669998169	13	0.5%
1.849998474	13	0.5%
Other values (756)	2267	93.9%

Value	Count	Frequency (%)
0.4799995422	1	< 0.1%
0.4899978638	1	< 0.1%
0.5	1	< 0.1%
0.5200004578	2	0.1%
0.5500030518	1	< 0.1%
0.5699996948	1	< 0.1%
0.5900001526	2	0.1%
0.6000022888	1	< 0.1%
0.6199989319	1	< 0.1%
0.6299972534	1	< 0.1%

Value	Count	Frequency (%)
11.12999725	1	< 0.1%
8.290000916	1	< 0.1%
8	1	< 0.1%
7.790000916	1	< 0.1%
7.75	1	< 0.1%
7.649993896	1	< 0.1%
7.340003967	1	< 0.1%
7.099998474	1	< 0.1%
7.050003052	1	< 0.1%
6.709999084	1	< 0.1%

TSF
Numeric time series

High correlation Non stationary Unique

Distinct	2414
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	73.002618
Minimum	26.556923
Maximum	115.04439
Zeros	0
Zeros (%)	0.0%
Memory size	37.7 KiB

Quantile statistics

Minimum	26.556923
5-th percentile	41.601038
Q1	52.056126
median	72.994451
Q3	93.94651
95-th percentile	105.22134
Maximum	115.04439
Range	88.487472
Interquartile range (IQR)	41.890385

Descriptive statistics

Standard deviation	22.241292
Coefficient of variation (CV)	0.3046643
Kurtosis	-1.3739064
Mean	73.002618
Median Absolute Deviation (MAD)	20.952143
Skewness	-0.016440861
Sum	176228.32
Variance	494.67506
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.5778530104

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	500
min	3 days
max	5 days
mean	3 days, 3 hours and 10 minutes
std	8 hours, 16 minutes and 22.04 seconds

Value	Count	Frequency (%)
73.57901152	1	< 0.1%
72.78549437	1	< 0.1%
72.20549472	1	< 0.1%
71.72439567	1	< 0.1%
71.96791169	1	< 0.1%
72.97395668	1	< 0.1%
73.82549621	1	< 0.1%
73.62219901	1	< 0.1%
72.82340827	1	< 0.1%
72.62846215	1	< 0.1%
Other values (2404)	2404	99.6%

Value	Count	Frequency (%)
26.55692289	1	< 0.1%
26.67571416	1	< 0.1%
27.11252787	1	< 0.1%
27.38604393	1	< 0.1%
27.50857095	1	< 0.1%
27.53076947	1	< 0.1%
27.77010964	1	< 0.1%
27.79582443	1	< 0.1%
28.04230698	1	< 0.1%
28.19626433	1	< 0.1%

Value	Count	Frequency (%)
115.0443946	1	< 0.1%
114.4312085	1	< 0.1%
114.1879126	1	< 0.1%
113.2938451	1	< 0.1%
112.6720884	1	< 0.1%
111.8153847	1	< 0.1%
111.3684619	1	< 0.1%
111.1161533	1	< 0.1%
111.0346166	1	< 0.1%
110.7662639	1	< 0.1%

ACF and PACF

	AD	ATR	BOP	CMO	EMA	KAMA	MA	MFI	MidPrice	NATR	OBV	ROC	TRANGE	TSF	WILLR	WMA	close
AD	1.000	-0.473	0.013	-0.010	-0.122	-0.119	-0.124	-0.003	-0.121	-0.247	0.644	-0.035	-0.298	-0.131	-0.039	-0.124	-0.127
ATR	-0.473	1.000	-0.024	-0.150	0.283	0.281	0.281	-0.094	0.281	0.498	-0.268	-0.060	0.654	0.272	-0.076	0.280	0.277
BOP	0.013	-0.024	1.000	0.388	0.007	0.003	0.002	0.162	0.004	-0.067	0.075	0.291	-0.076	0.017	0.470	0.008	0.058
CMO	-0.010	-0.150	0.388	1.000	0.056	0.038	0.045	0.771	0.042	-0.240	0.161	0.865	-0.209	0.132	0.929	0.074	0.140
EMA	-0.122	0.283	0.007	0.056	1.000	0.998	1.000	0.033	0.999	-0.640	0.361	0.006	0.182	0.994	0.038	1.000	0.995
KAMA	-0.119	0.281	0.003	0.038	0.998	1.000	0.998	0.022	0.998	-0.640	0.361	-0.011	0.184	0.991	0.018	0.998	0.992
MA	-0.124	0.281	0.002	0.045	1.000	0.998	1.000	0.028	0.999	-0.639	0.359	-0.006	0.183	0.993	0.025	0.999	0.992
MFI	-0.003	-0.094	0.162	0.771	0.033	0.022	0.028	1.000	0.023	-0.167	0.143	0.720	-0.130	0.109	0.726	0.051	0.092
MidPrice	-0.121	0.281	0.004	0.042	0.999	0.998	0.999	0.023	1.000	-0.640	0.358	-0.014	0.182	0.992	0.019	0.998	0.992
NATR	-0.247	0.498	-0.067	-0.240	-0.640	-0.640	-0.639	-0.167	-0.640	1.000	-0.544	-0.128	0.348	-0.649	-0.168	-0.643	-0.648
OBV	0.644	-0.268	0.075	0.161	0.361	0.361	0.359	0.143	0.358	-0.544	1.000	0.090	-0.176	0.362	0.135	0.362	0.366
ROC	-0.035	-0.060	0.291	0.865	0.006	-0.011	-0.006	0.720	-0.014	-0.128	0.090	1.000	-0.126	0.088	0.872	0.024	0.084
TRANGE	-0.298	0.654	-0.076	-0.209	0.182	0.184	0.183	-0.130	0.182	0.348	-0.176	-0.126	1.000	0.171	-0.162	0.179	0.168
TSF	-0.131	0.272	0.017	0.132	0.994	0.991	0.993	0.109	0.992	-0.649	0.362	0.088	0.171	1.000	0.109	0.997	0.996
WILLR	-0.039	-0.076	0.470	0.929	0.038	0.018	0.025	0.726	0.019	-0.168	0.135	0.872	-0.162	0.109	1.000	0.053	0.123
WMA	-0.124	0.280	0.008	0.074	1.000	0.998	0.999	0.051	0.998	-0.643	0.362	0.024	0.179	0.997	0.053	1.000	0.996
close	-0.127	0.277	0.058	0.140	0.995	0.992	0.992	0.092	0.992	-0.648	0.366	0.084	0.168	0.996	0.123	0.996	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	Date	close	repaired?	MA	EMA	KAMA	WMA	MidPrice	BOP	CMO	MFI	ROC	WILLR	AD	OBV	NATR	ATR	TRANGE	TSF
2010-01-26	2010-01-26	74.709999	False	77.506001	77.385474	75.949905	76.443637	78.079998	-0.363057	-50.442674	23.050244	-9.464370	-91.214219	98396.925575	-1320283.0	2.604833	1.946070	1.570000	73.579012
2010-01-27	2010-01-27	73.669998	False	76.794000	76.709933	75.448458	75.746182	76.660000	-0.418035	-55.951382	13.906031	-8.812975	-90.973477	40006.578683	-1676462.0	2.689495	1.981351	2.439995	72.785494
2010-01-28	2010-01-28	73.639999	False	76.193000	76.151763	75.088957	75.172727	76.505001	-0.070513	-56.107753	7.563779	-7.545514	-91.238953	13719.767531	-1969373.0	2.649720	1.951254	1.559998	72.205495
2010-01-29	2010-01-29	72.889999	False	75.543000	75.558715	74.630313	74.572182	75.869999	-0.418410	-60.047628	7.588523	-8.187429	-96.006951	-192492.548422	-2304643.0	2.719980	1.982593	2.389999	71.724396
2010-02-01	2010-02-01	74.430000	False	75.186000	75.353494	74.614973	74.369818	75.790001	0.636002	-32.842598	6.426067	-4.576923	-79.818357	-39361.134604	-2027232.0	2.713356	2.019551	2.500000	71.967912
2010-02-02	2010-02-02	77.230003	False	75.007001	75.694678	74.677812	74.741455	75.730000	0.760797	1.114327	15.139663	-2.265241	-41.747521	283101.563080	-1660963.0	2.706587	2.090297	3.010002	72.973957
2010-02-03	2010-02-03	76.980003	False	74.943001	75.928373	74.700987	75.100183	75.395000	-0.006575	-1.386403	24.705433	-0.824529	-42.622915	128646.196177	-2052257.0	2.662460	2.049562	1.520004	73.825496
2010-02-04	2010-02-04	73.139999	False	74.649001	75.421396	74.638504	74.772364	75.230000	-0.831578	-30.655782	23.454575	-3.864356	-89.550054	-236423.538763	-2576149.0	3.065970	2.242450	4.750000	73.622199
2010-02-05	2010-02-05	71.190002	False	74.314001	74.652052	74.480176	74.143456	73.770000	-0.416666	-40.602987	21.711123	-4.494229	-82.487024	-378745.321896	-3172291.0	3.370443	2.399418	4.440002	72.823408
2010-02-08	2010-02-08	71.889999	False	73.977000	74.149861	74.360011	73.702728	73.770000	-0.179013	-32.993739	27.770552	-4.477814	-74.921304	-246463.750290	-2826653.0	3.260184	2.343746	1.620003	72.628462

	Date	close	repaired?	MA	EMA	KAMA	WMA	MidPrice	BOP	CMO	MFI	ROC	WILLR	AD	OBV	NATR	ATR	TRANGE	TSF
2019-08-16	2019-08-16	54.869999	False	54.305000	54.922812	56.123643	54.689636	53.995001	0.092197	-3.794306	51.674289	-1.419333	-47.590375	3.946580e+07	37091947.0	3.774588	2.071117	1.410000	53.965384
2019-08-19	2019-08-19	56.209999	False	54.457000	55.156846	56.125102	55.036000	53.995001	0.796178	7.193378	49.235643	2.779302	-31.445793	3.955044e+07	37205518.0	3.620926	2.035323	1.570000	54.870768
2019-08-20	2019-08-20	56.340000	False	54.728000	55.371965	56.132824	55.378363	53.995001	0.181819	8.240467	49.347426	5.053140	-22.088370	3.994999e+07	37864776.0	3.521882	1.984228	1.320000	55.967142
2019-08-21	2019-08-21	55.680000	False	55.187000	55.427972	56.088758	55.551454	54.705000	-0.234176	1.763791	58.298110	8.984146	-25.755406	3.936181e+07	37160741.0	3.511772	1.955355	1.580002	56.134725
2019-08-22	2019-08-22	55.349998	False	55.468000	55.413795	56.048693	55.581090	54.920000	-0.366460	-1.510245	50.661678	5.348301	-30.503633	3.912631e+07	36539168.0	3.488142	1.930687	1.610001	56.451648
2019-08-23	2019-08-23	54.169998	False	55.434999	55.187650	56.034814	55.345090	55.355001	-0.500001	-12.672787	50.799555	-0.605508	-47.482053	3.895530e+07	35732017.0	3.620734	1.961352	2.359997	56.271098
2019-08-26	2019-08-26	53.639999	False	55.305999	54.906259	55.982771	55.018727	55.215000	0.169565	-17.347738	50.832291	-2.348445	-55.107934	3.867779e+07	35052995.0	3.701605	1.985541	2.299999	55.769889
2019-08-27	2019-08-27	54.930000	False	55.089000	54.910575	55.932545	54.950363	55.045000	0.576355	-2.507057	60.349765	-3.800347	-45.931279	3.881004e+07	35649619.0	3.626958	1.992288	2.080002	55.190329
2019-08-28	2019-08-28	55.779999	False	55.143999	55.068652	55.930737	55.075999	55.045000	0.049645	6.179771	60.320436	0.995834	-33.137288	3.855668e+07	36323667.0	3.549627	1.979982	1.820000	54.981977
2019-08-29	2019-08-29	56.709999	False	55.367999	55.367079	55.976021	55.360727	55.045000	0.568492	14.942558	60.006193	4.112351	-16.851481	3.903190e+07	36954427.0	3.425921	1.942840	1.459999	55.277142

Overview

Interactions

Correlations

Missing values

Sample

Overview

Variables

Interactions

Correlations

Missing values

Sample